from sklearn_benchmarks.report import ReportingHpo
import pandas as pd
pd.set_option('display.max_columns', None)
pd.set_option('display.max_rows', None)

Gradient boosting: randomized HPO benchmarks

reporting_hpo = ReportingHpo(config="config.yml")
reporting_hpo.run()

Raw fit times vs. accuracy scores

Raw predict times vs. accuracy scores

Smoothed HPO Curves

The shaded areas represent boostrapped quartiles.

Speedup barplots

Speedup curves